Open the handout tab in order to change default layout of handout.
However, it has no effect in the print dialog.
This is a MANIFEST BUG and very annoying actually.
Yep, annoying issue. Known as bug 80866 already
*** This bug has been marked as a duplicate of bug 80866 ***